{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FFM原理\n",
    "\n",
    "\n",
    "# 背景及基本原理\n",
    "\n",
    "\n",
    "在FM模型中，每一个特征会对应一个隐变量，但在FFM模型中，认为应该将特征分为多个field，每个特征对应每个field分别有一个隐变量。\n",
    "\n",
    "举个例子，我们的样本有3种类型的字段：publisher, advertiser, gender，分别可以代表媒体，广告主或者是具体的商品，性别。\n",
    "\n",
    "其中publisher有5种数据，advertiser有10种数据，gender有男女2种，经过one-hot编码以后，每个样本有17个特征，其中只有3个特征非空。\n",
    "\n",
    "简单来说，同一个categorical特征经过One-Hot编码生成的数值特征都可以放到同一个field。\n",
    "\n",
    "\n",
    "如果使用FFM模型，则17个特征，每个特征对应3个隐变量，即每个类型对应一个隐变量，具体而言，就是对应publisher, advertiser, gender三个field各有一个隐变量。\n",
    "\n",
    "在FFM中，每一维特征 $x_i$，针对其它特征的每一种field $f_j$（**其中 $f_j$表示第j维特征所属的field**），都会学习一个隐向量 $v_{i,f_j}$。因此，隐向量不仅与特征相关，也与field相关。\n",
    "\n",
    "也就是说，**“Day=26/11/15”这个特征与“国家”特征和“广告类型\"特征进行关联的时候使用不同的隐向量，这与“国家”和“广告类型”的内在差异相符**。\n",
    "\n",
    "假设样本的 $n$ 个特征属于 $f$ 个field，那么FFM的二次项有 $nf$个隐向量。\n",
    "\n",
    "而在FM模型中，每一维特征的隐向量只有一个。FM可以看作FFM的特例，是把所有特征都归属到一个field时的FFM模型。\n",
    "\n",
    "根据FFM的field敏感特性，可以导出其模型方程。\n",
    "\n",
    "$$y(x) = w_0 + \\sum_{i=1}^n w_i x_i + \\sum_{i=1}^n \\sum_{j=i+1}^n < v_{i, f_j}, v_{j, f_i} > x_i x_j \\tag{4}$$\n",
    "\n",
    "其中，$f_j$ 是第 $j$ 个特征所属的field。如果隐向量的长度为 $k$，那么FFM的二次参数有 $nfk$ 个，远多于FM模型的 $nk$ 个。此外，由于隐向量与field相关，FFM二次项并不能够化简，其预测复杂度是 $O(kn^2)$。\n",
    "\n",
    "下面以一个例子简单说明FFM的特征组合方式[9]。输入记录如下\n",
    "\n",
    "|用户|电影|\t电影类型|\t价格|\n",
    "|--|--|--|---|\n",
    "|user1|三傻|喜剧, 戏剧\t|$9.99|\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这条记录可以编码成5个特征，其中“电影类型=喜剧”和“电影类型=戏剧”属于同一个field，“Price”是数值型，不用One-Hot编码转换。\n",
    "\n",
    "为了方便说明FFM的样本格式，我们将所有的特征和对应的field映射成整数编号。\n",
    "\n",
    "|field name|\tField index|\tFeature name|\tFeature index|\n",
    "|--|--|--|---|\n",
    "|User|\t1\t|User=YuChin|\t1|\n",
    "|Movie|\t2|\tMovie=3Idiots|\t2|\n",
    "|Genre|\t3|\tGenre=Comedy|\t3|\n",
    "||\t|\tGenre=Drama\t|4|\n",
    "|Price|4|Price|\t5|\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "那么，FFM的组合特征有10项，如下图所示。"
   ]
  },
  {
   "attachments": {
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:af6ba578-aa8a-458e-a673-fc022bfcad83.png)![image.png](attachment:70e67567-6f1f-40f6-8c56-1dbf8c208ac9.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "二次项的系数是通过与特征field相关的隐向量点积得到的，二次项共有 $\\frac{n(n−1)}{2}$ 个。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "事实上，在大多数情况下，FFM模型只保留了二次项部分，省略常数项和一次项，即：\n",
    "\n",
    "$$\\phi(V,x) =  \\sum_{i=1}^n \\sum_{j=i+1}^n < v_{i, f_j}, v_{j, f_i} > x_i x_j  =\\sum_{i=1}^n \\sum_{j=i+1}^n (v^T_{i, f_j}v_{j, f_i} ) x_i x_j $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 最优化问题\n",
    "\n",
    "\n",
    "FFM模型采用logistic loss作为损失函数，和L2惩罚项，因此只能用于二元分类问题。根据逻辑回归的损失函数及分析，可以得出FFM的最优化问题为：\n",
    "\n",
    "$$\\min_{\\mathbf{v}} \\sum_{i=1}^L \\log \\big( 1 + \\exp\\{ -y_i \\phi (\\mathbf{v}, \\mathbf{x}_i ) \\} \\big) + \\frac{\\lambda}{2} \\| \\mathbf{v} \\|^2$$\n",
    "\n",
    "中，$y_i∈\\{−1,1\\}$ 是第 $i$ 个样本的label，$L$ 是训练样本数量，$λ$是惩罚项系数。模型采用SGD优化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FFM代码实现\n",
    "\n",
    "符号约定：\n",
    "\n",
    "$n$:特征的维数\n",
    "\n",
    "$m$:域的个数\n",
    "\n",
    "$k$:隐向量的维度\n",
    "\n",
    "$j$:在特征中的下标\n",
    "\n",
    "$f$:在域中的\b下标\n",
    "\n",
    "$d$:在隐向量中的下标\n",
    "\n",
    "$l$:样本的总数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "粗体字母表示向量或矩阵\n",
    "\n",
    "**特征组合**\n",
    "\n",
    "**最基本的线性加权**\n",
    "\n",
    "$$\\phi_{LM}(\\textbf{w},\\textbf{x})=\\sum_{i=1}^n{w_ix_i}$$\n",
    "\n",
    "**任意特征两两组合**\n",
    "\n",
    "$$\\phi_{poly2}(\\textbf{w},\\textbf{x})=\\sum_{j1=1}^n{\\sum_{j2=j1+1}^n{w_{j1,j2}x_{j1}x_{j2}}}$$\n",
    "\n",
    "$w$是一个对称方阵，即$w_{j1,j2}=w_{j2,j1}$，可以用矩阵分解法来拟合$w$。\n",
    "\n",
    "$$w_{j1,j2}=\\textbf{v}_{j1}\\cdot\\textbf{v}_{j2}=\\textbf{v}_{j2}\\cdot\\textbf{v}_{j1}=w_{j2,j1}$$\n",
    "\n",
    "矩阵$w$的规模是$n×n$，矩阵$v$的规模是$n×k$，$k≪n$。实际上我们已经推导出了因子分解法。\n",
    "\n",
    "**因子分解法FM**\n",
    "\n",
    "$$\\phi_{FM}(\\textbf{w},\\textbf{x})=\\sum_{j1=1}^n{\\sum_{j2=j1+1}^n{\\textbf{w}_{j1}\\cdot \\textbf{w}_{j2}x_{j1}x_{j2}}}$$\n",
    "\n",
    "这里的$w_j$相当于上面的$v_j$。\n",
    "\n",
    "**域感知的因子分解法FFM**\n",
    "\n",
    "$$\\phi_{FFM}(\\textbf{w},\\textbf{x})=\\sum_{j1=1}^n{\\sum_{j2=j1+1}^n{\\textbf{w}_{j1,f2}\\cdot \\textbf{w}_{j2,f1}x_{j1}x_{j2}}}$$\n",
    "\n",
    "在FM中w是规模为$n×k_{FM}$的二维矩阵，而在FFM中$w$是规模为$n×m×k_{FFM}$的三维矩阵，$k_{FFM}≪k_{FM}$。\n",
    "\n",
    "**逻辑回归二分类**\n",
    "\n",
    "**决策函数**\n",
    "\n",
    "$$\\hat{y}=\\frac{1}{1+exp(-\\phi_{FFM}(\\textbf{w},\\textbf{x}))}$$\n",
    "\n",
    "**带L2正则的目标函数**\n",
    "\n",
    "$$\\min_{\\textbf{w}}\\;\\;\\frac{\\lambda}{2}\\parallel w\\parallel_2^2+\\sum_{i=1}^llog(1+exp(-y_i\\phi_{FFM}(\\textbf{w},\\textbf{x}_i)))$$\n",
    "\n",
    "> 其中$y_i∈\\{−1,1\\}$，注意，虽然在预测结果出来的是0-1之间数，但是训练时的y值取-1或1，所以当训练结束后，及测试集上测试，评估模型时，要将测试集的y值转换为0-1。\n",
    "\n",
    "在SGD中每次只需要考虑一个样本的损失，此时目标函数为\n",
    "\n",
    "$$\\min_{\\textbf{w}}\\;\\;\\frac{\\lambda}{2}\\parallel w\\parallel_2^2+log(1+exp(-y\\phi_{FFM}(\\textbf{w},\\textbf{x})))$$\n",
    "\n",
    "**梯度**\n",
    "\n",
    "$$\\textbf{g}_{j1,f2}=\\lambda\\cdot\\textbf{w}_{j1,f2}+\\kappa\\cdot\\textbf{w}_{j2,f1}x_{j1}x_{j2}$$\n",
    "\n",
    "$$\\textbf{g}_{j2,f1}=\\lambda\\cdot\\textbf{w}_{j2,f1}+\\kappa\\cdot\\textbf{w}_{j1,f2}x_{j1}x_{j2}$$\n",
    "\n",
    "梯度之所会这么简单，依赖一个很重要的前提：同一个域下的各个特征只有一个是非0值。\n",
    "\n",
    "其中\n",
    "\n",
    "$$\\kappa=\\frac{\\partial log(1+exp(-y\\phi_{FFM}(\\textbf{w},\\textbf{x})))}{\\partial\\phi_{FFM}(\\textbf{w},\\textbf{x})}=\\frac{-y}{1+exp(y\\phi_{FFM}(\\textbf{w},\\textbf{x}))}$$\n",
    "\n",
    "**AdaGrad更新w**\n",
    "\n",
    "$$(G_{j1,f2})_d\\gets(G_{j1,f2})_d+(g_{j1,f2})_d^2$$\n",
    "$$(G_{j2,f1})_d\\gets(G_{j2,f1})_d+(g_{j2,f1})_d^2$$\n",
    "$$(w_{j1,f2})_d\\gets(w_{j1,f2})_d-\\frac{\\eta}{\\sqrt{(G_{j1,f2})_d}}(g_{j1,f2})_d$$\n",
    "$$(w_{j2,f1})_d\\gets(w_{j2,f1})_d-\\frac{\\eta}{\\sqrt{(G_{j2,f1})_d}}(g_{j2,f1})_d$$\n",
    "\n",
    "初始化$G_d=1$，这样在计算$\\frac{\\eta}{\\sqrt{G_d}}$时既可以防止分母为0，又可以避免该项太大或太小。\n",
    "\n",
    "$η$是学习率，通常可取0.01。\n",
    "\n",
    "初始的$w$可以从均匀分布中抽样$\\textbf{w}\\sim U(0,\\frac{1}{\\sqrt{k}})$\n",
    "\n",
    "实现发现将每个$x$归一化，即模长为1，在测试集得到的准确率会稍微好一点且对参数不太敏感。"
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